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Canadian Immigration Dashboard [ CID ]
Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

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All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "He is a student of …" 755 comments · Page 13 of 31
Long Overdue, get all the criminals out NOW. CBSA need to step up and do more to get the SO-CALLED Students out and find the Ones who are hiding in OVERCROWDED Basements. 👎👎👎👎🎄🎄
Long Overdue, get all the criminals out NOW. CBSA need to step up and do more to get the SO-CALLED Students out and find the Ones who are hiding in OVERCROWDED Basements. 👎👎👎👎🎄🎄
Identity Attack0.019776696
Insult0.24928534
Profanity0.024882717
Threat0.015256803
Severe Toxicity0.0065994263
Low Tox 0.27047762 Moderate Con 0.337 Call_To_Action
Dec 24, 2025 41 likes Deportations From Canada at Their …
As a recent student of Conestoga College, I can say that the school is only a diploma mill. Half of the students in my class only showed up for tests. Some spoke no English and …
As a recent student of Conestoga College, I can say that the school is only a diploma mill. Half of the students in my class only showed up for tests. Some spoke no English and the cheating is so rampant that most teachers turn a blind eye! They’re passing students who should not be passing. And if you think Canadians are racist you should have been at Conestoga College as your eyes would have been opened!
Identity Attack0.2331515
Insult0.16883044
Profanity0.017845914
Threat0.0076507707
Severe Toxicity0.0059127808
Low Tox 0.26859093 Moderate Con 0.427
Sep 28, 2025 1,319 likes IRCC Names India in Study …
I am an Indian in Canada but the students that are coming here are js ruining the image of people who came way before, one thing is half of them are tryna get a gf …
I am an Indian in Canada but the students that are coming here are js ruining the image of people who came way before, one thing is half of them are tryna get a gf or get married so they dont have to go back to India, in fact half of them are weird to girls for some reason. I am so done with this.
Identity Attack0.2795294
Insult0.15414265
Profanity0.0913099
Threat0.00866054
Severe Toxicity0.00919342
Low Tox 0.26859093 Constructive 0.516 Personal_Narrative
Feb 15, 2026 1 likes Inside Canada's Indian Invasion...
As someone who grew up in Brampton, I don't have much to say other than its crazy that international students think they shouldn't pay more. That's literally how its like in every other country. If …
As someone who grew up in Brampton, I don't have much to say other than its crazy that international students think they shouldn't pay more. That's literally how its like in every other country. If you don't want to pay more to study in another country, go study in your own country and immigrate later.
Identity Attack0.10699738
Insult0.17610447
Profanity0.06596114
Threat0.007624879
Severe Toxicity0.004825592
Low Tox 0.2667042 Constructive 0.654 Personal_Narrative
Feb 7, 2026 Inside Canada's Indian Metropolis (Brampton)
Good work Indian students! You’ve successfully and effortlessly ruined the good standing of Indians who came to these western countries peacefully. The trust has been broken and going to be an uphill battle. 😢
Good work Indian students! You’ve successfully and effortlessly ruined the good standing of Indians who came to these western countries peacefully. The trust has been broken and going to be an uphill battle. 😢
Identity Attack0.24293575
Insult0.13607834
Profanity0.025497584
Threat0.014220826
Severe Toxicity0.00957489
Low Tox 0.2648175 Moderate Con 0.396 Identity_Assertion
Sep 30, 2025 1 likes IRCC Names India in Study …
Just deport them they’re not students they just want permanent residency.
Just deport them they’re not students they just want permanent residency.
Identity Attack0.13377325
Insult0.075868964
Profanity0.026727317
Threat0.055917133
Severe Toxicity0.008583069
Low Tox 0.26293078 Low Con 0.203
Oct 1, 2025 2 likes IRCC Names India in Study …
None compliant should be subject for removal. And all international students shouldn't be allowed for asylum.
None compliant should be subject for removal. And all international students shouldn't be allowed for asylum.
Identity Attack0.27701542
Insult0.059061307
Profanity0.022149978
Threat0.13815513
Severe Toxicity0.01302678
Low Tox 0.26104406 Low Con 0.239 Policy_Critique
Sep 27, 2025 25 likes IRCC Names India in Study …
When local college graduate 10000 graduated students then They bring 10000 temporary workers for the same field , Crazy the citizens whom graduated have no job and face disadvantage crisis for paying their student loan …
When local college graduate 10000 graduated students then They bring 10000 temporary workers for the same field , Crazy the citizens whom graduated have no job and face disadvantage crisis for paying their student loan ,Omg But those temporary get hired instantly becuse they have full support from government but sadly the citizens who graduated local college zero support plus they get rejected instantly lol. And we still paying the temporary workers salary with student loan, Please check Non profit rmployment around the country Calgary tempore worker have more full time job than locsl citizens in Non profit sector working as social services center. Check the ratio of employment between citizens and temporary Visa holder ,crszy check the result STILL COMMUNITY SUPPORT WORKERS WITH STUDENT LOAN HAVE NO JOB BECAUSE OF BUT MUST PAY STUDENT LOAN ...
Identity Attack0.01374736
Insult0.24630153
Profanity0.08096472
Threat0.008246276
Severe Toxicity0.005607605
Low Tox 0.26104406 Constructive 0.784 Economic_Argument
Feb 24, 2026 'We do know that there's …
It’s you too part of the problem. They Canadian Colleges are involved in scam too. They gave 30 to 50 % commission to agents to bring those students . Everyone is involved in the scam.
It’s you too part of the problem. They Canadian Colleges are involved in scam too. They gave 30 to 50 % commission to agents to bring those students . Everyone is involved in the scam.
Identity Attack0.068465814
Insult0.2435641
Profanity0.022354934
Threat0.0071717775
Severe Toxicity0.004272461
Low Tox 0.25915736 Low Con 0.275
Sep 28, 2025 28 likes IRCC Names India in Study …
Just asking how the indigenous people felt as a minority because of influx in f Europeans. And how does the Pakistan people assimilate by wearing hijab and demanding halal at every food joint. I don’t …
Just asking how the indigenous people felt as a minority because of influx in f Europeans. And how does the Pakistan people assimilate by wearing hijab and demanding halal at every food joint. I don’t support illegal immigration of India or Africans. I don’t want to pay for people’s hotel room who came here on fake refugee status. But we shouldn’t only target only one community. Please check which community has more kids for ccb and comes as asylum to every western country. And the Indian students who came probably didn’t get a chance in Indian colleges.
Identity Attack0.316
Insult0.082619295
Profanity0.036401358
Threat0.00967031
Severe Toxicity0.011138916
Low Tox 0.25727063 Constructive 0.718
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Conestoga, Lambton and all colleges 1 year diplomas to Indian students need to be shutdown !
Conestoga, Lambton and all colleges 1 year diplomas to Indian students need to be shutdown !
Identity Attack0.28034934
Insult0.07301756
Profanity0.023789622
Threat0.028206514
Severe Toxicity0.008277893
Low Tox 0.2553839 Low Con 0.167
Sep 30, 2025 1 likes IRCC Names India in Study …
All you have to do to find these missing students is raid the Tim Hortins for these Timmagrants
All you have to do to find these missing students is raid the Tim Hortins for these Timmagrants
Identity Attack0.1444726
Insult0.0813853
Profanity0.033645786
Threat0.13815513
Severe Toxicity0.011672974
Low Tox 0.25462922 Low Con 0.2
Sep 30, 2025 IRCC Names India in Study …
I am a college student in the southeastern us in a small town. We have many many many nepalis coming and using it as a springboard to emigrate (usually illegally) across the us. They do …
I am a college student in the southeastern us in a small town. We have many many many nepalis coming and using it as a springboard to emigrate (usually illegally) across the us. They do not speak our language, integrate, work, or understand our customs. Not integration, no immigration.
Identity Attack0.33352965
Insult0.076185785
Profanity0.027410502
Threat0.008556974
Severe Toxicity0.008850098
Low Tox 0.25462922 Constructive 0.641 Personal_Narrative
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
Deport them all, I am deeply concerned about the impact of current immigration levels and the lack of oversight regarding work permits. In sectors like food service and retail, there is a growing concern that …
Deport them all, I am deeply concerned about the impact of current immigration levels and the lack of oversight regarding work permits. In sectors like food service and retail, there is a growing concern that positions are being filled through undocumented labor or cash-under-the-table arrangements. This bypasses our tax system and makes it incredibly difficult for Canadian students to find the part-time work they rely on for tuition. We need stricter enforcement of labor laws and a more controlled approach to immigration to protect the integrity of our economy.
Identity Attack0.18002926
Insult0.0811385
Profanity0.020442016
Threat0.114629425
Severe Toxicity0.011291504
Low Tox 0.25462922 Constructive 0.755
Dec 30, 2025 Deportations From Canada at Their …
All big department stores in London , Ont are now staffed by more than 90 percent with only Indians , where are the previous employees ?? are they laid off , it all happened in …
All big department stores in London , Ont are now staffed by more than 90 percent with only Indians , where are the previous employees ?? are they laid off , it all happened in just few years , unbelievable !! why no inquiry about replacing all other hard working Canadians and legal immigrants by new arrivals from only one country ,India and who are those workers , most of them are students , many came with fake documents and many many of them have absolutely no intention to finish their education in Canada but to use these loopholes to get into Canada and never leave , India is one of the most corrupt countries in the world ( look at the origin of most of the scam calls ! ), you can get a PHD degree there with money, ( the most scary part is hiring nurses or doctors with maybe fake degrees ) now corruption and loopholes in our immigration system allowed this influx of cheaters while hundred of thousands of Canadians cant find jobs and honest people from everywhere who try to immigrate through the front door face all the difficulties, this is not racism, it is the truth ...
Identity Attack0.26833034
Insult0.11978693
Profanity0.025360947
Threat0.00866054
Severe Toxicity0.0077438354
Low Tox 0.25462922 Constructive 0.566
Oct 1, 2025 IRCC Names India in Study …
Canada used to be a bottom feeder foir Indian Students
Canada used to be a bottom feeder foir Indian Students
Identity Attack0.2783691
Insult0.13607834
Profanity0.052183274
Threat0.007547205
Severe Toxicity0.008506775
Low Tox 0.25462922 Low Con 0.216
Sep 28, 2025 IRCC Names India in Study …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at …
I love Punjabi people, they are high class and they surprise me when they tell me they were farmers before coming to canada because I don't get that rugged vibe from them. That guy at 2:50 was purhaps the most honest 'white' guy you will meet. The fact is Indians didn't take over, the upper class just decided to move north to Bolton or more west to the Halton area. Over time enough Indians replaced them to basically take over important roles like police officers and political positions. Eventually just like East Asians have Markham and parts of Scarborough, the south Asians had a high enough population for Brampton to be considered their home turf. Eventually though it was the student visas that drove Canadians crazy. Millions of students in record time and I believe there was an additional 4 million who came on temporary work visas during covid, eventually Canadians got annoyed. Personally I don't see any problem with it as long as we keep building apartments and homes for the new immigrants to rent and live it doesn't bother me. I would like to see three times more immigration especially from Europe as this country is super underpopulated and we need people to open factories and build companies that will strengthen Canada as a whole and employ our own not just send money back to their countries. So its not an invasion we just need come to a place of understanding and learn to work together. I will finish with the one negative; there truly is a massive lack of assimilation and this may prove to be more of a problem than we realize but I won't go into it. Stay strong my Punjabi friends 👳🏿
Identity Attack0.293411
Insult0.123407245
Profanity0.06596114
Threat0.012285355
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.875 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
It's so paradoxical that the indians back in India and abroad are projecting different outlooks about immigration and assimilation. I think it's absurd. In recent India, they look down upon immigration in India and complain …
It's so paradoxical that the indians back in India and abroad are projecting different outlooks about immigration and assimilation. I think it's absurd. In recent India, they look down upon immigration in India and complain about the lack of assimilation of immigrants to the diverse Indian culture. But abroad in another country as immigrants they want to protect their culture and do not want to assimilate to that country's culture or way of life. 😅 The comments about equality of humans, non discrimination etc made me laugh so much.. Ask them about the caste discrimination in their society, anti-conversion laws, attacks on sikhs, muslims, christians institutions/places of worship, and how they treat african students & other non-white races in India to have a better understanding on their views. 😂😅
Identity Attack0.28034934
Insult0.09563028
Profanity0.06946823
Threat0.009023022
Severe Toxicity0.008163452
Low Tox 0.25462922 Constructive 0.792 Comparative_Framing
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
As a person from India, I feel ashamed to know that large numbers of Indians are involved in fraudulent document submissions. Student visas, LMIA , PNPs , and even intra company transfers are widely misused.
As a person from India, I feel ashamed to know that large numbers of Indians are involved in fraudulent document submissions. Student visas, LMIA , PNPs , and even intra company transfers are widely misused.
Identity Attack0.28034934
Insult0.08582769
Profanity0.026180768
Threat0.008362788
Severe Toxicity0.0064468384
Low Tox 0.25462922 Constructive 0.623 Personal_Narrative
Nov 4, 2025 IRCC Names India in Study …
Canada PM has deal with India Modi to use and abuse students as needed. Many other countries would get rejected while Indian would get access to Canada while colleges and universities exploit them as needed.
Canada PM has deal with India Modi to use and abuse students as needed. Many other countries would get rejected while Indian would get access to Canada while colleges and universities exploit them as needed.
Identity Attack0.27662867
Insult0.08582769
Profanity0.019075647
Threat0.03649433
Severe Toxicity0.008163452
Low Tox 0.25462922 Moderate Con 0.33
Sep 29, 2025 IRCC Names India in Study …
Canadian educational institution created this problem cheating Indian student by taking their money and bring them in Canada. I say refund these Indian students with interest and return them bank to India. Problem solved.
Canadian educational institution created this problem cheating Indian student by taking their money and bring them in Canada. I say refund these Indian students with interest and return them bank to India. Problem solved.
Identity Attack0.2839175
Insult0.0813853
Profanity0.018529098
Threat0.00948907
Severe Toxicity0.0063323975
Low Tox 0.25462922 Moderate Con 0.403
Sep 28, 2025 10 likes IRCC Names India in Study …
The problem is that we keep recieving people who are immigrating as "students" from fake schools and they are uneducated unskilled and when they get the managerial positions, they only hire thier own.
The problem is that we keep recieving people who are immigrating as "students" from fake schools and they are uneducated unskilled and when they get the managerial positions, they only hire thier own.
Identity Attack0.1508922
Insult0.16802633
Profanity0.022286616
Threat0.009074804
Severe Toxicity0.00579834
Low Tox 0.25462922 Moderate Con 0.347
Oct 28, 2025 Inside Canada's Indian Metropolis (Brampton)
we dont need forein students
we dont need forein students
Identity Attack0.24970764
Insult0.06774519
Profanity0.039657943
Threat0.009126588
Severe Toxicity0.009422302
Low Tox 0.25462922 Low Con 0.243
Sep 28, 2025 13 likes IRCC Names India in Study …
“ hello Canadians and all immigrants stop blaming kids. They’re youngsters. They left home for higher education just the way British came to India for spice. The displacement of Indians come on man Canadian give …
“ hello Canadians and all immigrants stop blaming kids. They’re youngsters. They left home for higher education just the way British came to India for spice. The displacement of Indians come on man Canadian give them a break. Look at Vancouver Eastside, the lump we’re all people Unless you are Indigenous, we are all immigrants here. Instead of blaming immigrants, we should focus on the real problems: low wages, lack of affordable housing, and exploitation. International students also bring money into Canada—they pay high tuition, rent, and living costs, which supports our economy. Many take jobs that others don’t want. Displacing the blame on them isn’t fair. Give them a break—we need unity, not division.”
Identity Attack0.2816105
Insult0.14150882
Profanity0.029050145
Threat0.008129764
Severe Toxicity0.009613037
Low Tox 0.25462922 Constructive 0.767
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Interest free loans for the first year. That is crazy. Student loans are not interest free. Money owed to the CRA is not interest free. These people are not even citizens.
Interest free loans for the first year. That is crazy. Student loans are not interest free. Money owed to the CRA is not interest free. These people are not even citizens.
Identity Attack0.0057346676
Insult0.24287975
Profanity0.03464781
Threat0.0069905366
Severe Toxicity0.0028419495
Low Tox 0.25462922 Low Con 0.271
Jan 18, 2020 2 likes How much do refugees and …

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.